Extending HDP for Mutational Signatures: Incorporating Evolutionary Trees In my previous blog post, I introduced the Hierarchical Dirichlet Process (HDP) as an elegant approach for mutational signature estimation. The HDP model allows us to simultaneously discover mutational signatures and estimate their activities across multiple samples while learning the number of signatures directly from the data.